In creative work such as design thinking projects, teams mostly seek to solve complex (wicked) problems as well as situations of uncertainty and value conflicts. To design solutions that cope with these aspects, teams usually start doing something, reflect on their results, and adjust their process. By actually doing something, tacit knowledge (i.e., knowing-in-action) of individuals is disclosed, which might be beneficial for an entire project team because it allows drawing on information and experiences that go beyond single individuals. Accordingly, the present study aims to investigate how tools can be designed that support collaborative reflection in creativity-driven projects. Drawing on reflection theory and several expert interviews, we derive design requirements as well as present a concrete software-based prototype as an expository instantiation.